{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# General Benchmarking Debugging Tool"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook demonstrates the debugging mode used to differentiate the performance on different output results for text and image explanations. In the case of multiple output tokens / classes, it is usually useful to see the performance individually for any outliers. \n",
    "\n",
    "This notebook contains debugging examples for both text and images. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Text Example (Summarization)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Please reference \"Abstractive Summarization Benchmark Demo.ipynb\" for more description about this benchmarking example."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import nlp\n",
    "import numpy as np\n",
    "from transformers import AutoModelForSeq2SeqLM, AutoTokenizer\n",
    "\n",
    "import shap\n",
    "import shap.benchmark as benchmark\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "tokenizer = AutoTokenizer.from_pretrained(\"sshleifer/distilbart-xsum-12-6\")\n",
    "model = AutoModelForSeq2SeqLM.from_pretrained(\"sshleifer/distilbart-xsum-12-6\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using custom data configuration default\n"
     ]
    }
   ],
   "source": [
    "dataset = nlp.load_dataset(\"xsum\", split=\"train\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "s = dataset[\"document\"][0:1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "explainers.Partition is still in an alpha state, so use with caution...\n"
     ]
    }
   ],
   "source": [
    "explainer = shap.Explainer(model, tokenizer)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(FloatProgress(value=0.0, max=48.0), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Partition explainer: 2it [00:19,  9.59s/it]                                       \n"
     ]
    }
   ],
   "source": [
    "shap_values = explainer(s)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "sort_order = \"positive\"\n",
    "perturbation = \"keep\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(FloatProgress(value=0.0, max=1.0), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sequential_perturbation = benchmark.perturbation.SequentialPerturbation(\n",
    "    explainer.model, explainer.masker, sort_order, perturbation\n",
    ")\n",
    "mask_vals, curves, aucs = sequential_perturbation.model_score(shap_values, s, debug_mode=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "xs = np.linspace(0, 1, 100)\n",
    "for index in range(len(curves)):\n",
    "    plt.plot(xs, curves[index, :], label=f\"{shap_values.output_names[0][index]}\")\n",
    "    plt.ylabel(\"Model Output\")\n",
    "    plt.xlabel(\"Percent Unmasked\")\n",
    "    plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1800 with 24 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(6, 4, figsize=(15, 25))\n",
    "xs = np.linspace(0, 1, 100)\n",
    "for index in range(len(curves)):\n",
    "    x = index // 4\n",
    "    y = index % 4\n",
    "    axs[x, y].plot(xs, curves[index, :])\n",
    "    axs[x, y].set_title(f\"{shap_values.output_names[0][index]}\")\n",
    "    axs[x, y].set_ylim(-10, 4)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Image Example (Multi-class)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Please reference \"Image Multiclass Classification Benchmark Demo.ipynb\" for more description about this benchmarking example."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from tensorflow.keras.applications.resnet50 import ResNet50, preprocess_input\n",
    "\n",
    "import shap\n",
    "import shap.benchmark as benchmark\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = ResNet50(weights=\"imagenet\")\n",
    "X, y = shap.datasets.imagenet50()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "url = \"https://s3.amazonaws.com/deep-learning-models/image-models/imagenet_class_index.json\"\n",
    "with open(shap.datasets.cache(url)) as file:\n",
    "    class_names = [v[1] for v in json.load(file).values()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "def f(x):\n",
    "    tmp = x.copy()\n",
    "    if len(tmp.shape) == 2:\n",
    "        tmp = tmp.reshape(tmp.shape[0], *X[0].shape)\n",
    "    preprocess_input(tmp)\n",
    "    return model(tmp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "masker = shap.maskers.Image(\"inpaint_telea\", X[0].shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "explainers.Partition is still in an alpha state, so use with caution...\n"
     ]
    }
   ],
   "source": [
    "explainer = shap.Explainer(f, masker, output_names=class_names)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(FloatProgress(value=0.0, max=248.0), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "Partition explainer:  50%|█████████████████                 | 1/2 [00:00<?, ?it/s]"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(FloatProgress(value=0.0, max=248.0), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Partition explainer: 3it [01:01, 20.59s/it]                                       \n"
     ]
    }
   ],
   "source": [
    "shap_values = explainer(X[1:3], max_evals=500, batch_size=50, outputs=shap.Explanation.argsort.flip[:4])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "output = f(X[1:3]).numpy()\n",
    "num_of_outputs = 4\n",
    "sorted_indexes = np.argsort(-output, axis=1)\n",
    "sliced_indexes = np.array([index_list[:num_of_outputs] for index_list in sorted_indexes])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "# getting output labels\n",
    "labels = np.array(class_names)\n",
    "sliced_labels = np.array([labels[index_list[:num_of_outputs]] for index_list in sorted_indexes])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "sort_order = \"positive\"\n",
    "perturbation = \"keep\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(FloatProgress(value=0.0, max=1.0), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sequential_perturbation = benchmark.perturbation.SequentialPerturbation(\n",
    "    explainer.model, explainer.masker, sort_order, perturbation\n",
    ")\n",
    "mask_vals, curves, aucs = sequential_perturbation.model_score(\n",
    "    shap_values, X[1:2], indices=sliced_indexes[0], debug_mode=True\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "xs = np.linspace(0, 1, 100)\n",
    "for index in range(len(curves)):\n",
    "    plt.plot(xs, curves[index, :], label=f\"{sliced_labels[0][index]}\")\n",
    "    plt.ylabel(\"Model Output\")\n",
    "    plt.xlabel(\"Percent Unmasked\")\n",
    "    plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "image = X[1:2][0] / 255\n",
    "top_class = np.array(mask_vals)[0][0 : int(np.array(mask_vals)[0].shape[0] / num_of_outputs), :]\n",
    "top_class = top_class.reshape(top_class.shape[0], *X[0].shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 16 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "masked_image = image * top_class[0].astype(int)\n",
    "fig, axs = plt.subplots(4, 4, figsize=(15, 15))\n",
    "for percent in range(0, 80, 5):\n",
    "    masked_image = image * top_class[percent].astype(int)\n",
    "    x = percent // 5 // 4\n",
    "    y = percent // 5 % 4\n",
    "    axs[x, y].imshow(masked_image)\n",
    "    axs[x, y].set_title(f\"Unmasking ({percent}%), Output ({round(curves[0][percent], 3)})\")\n",
    "fig.suptitle(\"Unmask (ordered by most positive SHAP value to least)\")\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
